{"id":1152222,"date":"2025-10-15T20:33:52","date_gmt":"2025-10-16T03:33:52","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1152222"},"modified":"2025-10-15T20:33:54","modified_gmt":"2025-10-16T03:33:54","slug":"rd-agent-quant","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/rd-agent-quant\/","title":{"rendered":"R&D-Agent-Quant\uff1a\u9762\u5411\u91cf\u5316\u6295\u7814\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u91cf\u5316\u6295\u8d44\u6b63\u8fce\u6765\u7531\u4eba\u5de5\u8d70\u5411\u667a\u80fd\u7684\u6df1\u523b\u53d8\u9769\u3002\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u91d1\u878d\u7814\u7a76\u4e2d\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u5982\u4f55\u8ba9 AI \u771f\u6b63\u878d\u5165\u91cf\u5316\u6295\u7814\u6d41\u7a0b\u3001\u5b9e\u73b0\u4ece\u5047\u8bbe\u751f\u6210\u5230\u7b56\u7565\u56de\u6d4b\u7684\u5168\u94fe\u8def\u81ea\u52a8\u5316\uff0c\u6210\u4e3a\u5b66\u672f\u754c\u4e0e\u4ea7\u4e1a\u754c\u5171\u540c\u5173\u6ce8\u7684\u524d\u6cbf\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u7ee7\u5f00\u6e90\u901a\u7528\u81ea\u52a8\u5316\u7814\u53d1\u6846\u67b6 R&D-Agent \u4e4b\u540e\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8fdb\u4e00\u6b65\u63a8\u51fa\u9762\u5411\u91cf\u5316\u91d1\u878d\u9886\u57df\u7684\u4e13\u9879\u7248\u672c R&D-Agent-Quant\uff08R&D-Agent(Q)\uff09\u3002\u5b83\u4ee5\u201c\u7528 AI \u9a71\u52a8 AI\u201d\u4e3a\u6838\u5fc3\u7406\u5ff5\uff0c\u6784\u5efa\u6570\u636e\u9a71\u52a8\u7684\u667a\u80fd\u91cf\u5316\u7814\u53d1\u4f53\u7cfb\uff0c\u5728\u56e0\u5b50\u6316\u6398\u3001\u6a21\u578b\u521b\u65b0\u4e0e\u534f\u540c\u4f18\u5316\u65b9\u9762\u5b9e\u73b0\u7a81\u7834\uff0c\u4e3a\u667a\u80fd\u5316\u91cf\u5316\u7814\u7a76\u63d0\u4f9b\u4e86\u65b0\u7684\u6280\u672f\u65b9\u5411\u3002\u8be6\u7ec6\u63cf\u8ff0\u76f8\u5173\u6280\u672f\u7ec6\u8282\u7684\u7814\u7a76\u8bba\u6587\u73b0\u5df2\u88ab NeurIPS 2025 \u63a5\u6536\uff0c\u6240\u6709\u76f8\u5173\u7684\u4ee3\u7801\u5b9e\u73b0\u4e5f\u5df2\u5b8c\u6574\u5f00\u6e90\u5728 GitHub \u4e0a\u7684 R&D-Agent \u9879\u76ee\u4e2d\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u91d1\u878d\u5e02\u573a\u8fd9\u4e00\u9ad8\u7ef4\u3001\u975e\u5e73\u7a33\u4e14\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u590d\u6742\u7cfb\u7edf\u4e2d\uff0c\u5982\u4f55\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u771f\u6b63\u878d\u5165\u91cf\u5316\u6295\u7814\u6d41\u7a0b\uff0c\u5e76\u5728\u786e\u4fdd\u53ef\u89e3\u91ca\u6027\u4e0e\u53ef\u590d\u73b0\u6027\u7684\u540c\u65f6\uff0c\u6301\u7eed\u4ea7\u51fa\u7a33\u5065\u7684\u8d85\u989d\u6536\u76ca\uff0c\u4e00\u76f4\u662f\u4e1a\u754c\u4e0e\u5b66\u754c\u5173\u6ce8\u7684\u91cd\u8981\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u91cf\u5316\u6295\u8d44\u6b63\u7ecf\u5386\u4ece\u201c\u7ecf\u9a8c\u9a71\u52a8\u201d\u5411\u201c\u6570\u636e\u9a71\u52a8\u201d\u7684\u52a0\u901f\u8f6c\u578b\u3002\u5f97\u76ca\u4e8e\u5305\u62ec\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662&nbsp;<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwMTA3MzM4Nw==&mid=2649494772&idx=1&sn=b3f5d1826f52a4b812e4de64f6988390&scene=21#wechat_redirect\" rel=\"noopener noreferrer\">Qlib<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;\u5728\u5185\u7684\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd\uff0c\u6570\u636e\u5904\u7406\u4e0e\u56de\u6d4b\u6548\u7387\u663e\u8457\u63d0\u5347\uff0c\u4f7f\u7814\u7a76\u91cd\u5fc3\u9010\u6e10\u56de\u5f52\u81f3\u91cf\u5316\u7b56\u7565\u7684\u4e24\u5927\u6838\u5fc3\uff1a\u56e0\u5b50\u6316\u6398\u4e0e\u6a21\u578b\u521b\u65b0\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u91d1\u878d\u5e02\u573a\u7684\u9ad8\u7ef4\u5ea6\u3001\u975e\u5e73\u7a33\u6027\u4e0e\u5f3a\u6ce2\u52a8\uff0c\u4ecd\u4f7f\u4f20\u7edf\u5de5\u4f5c\u6d41\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u5de5\uff0c\u7b56\u7565\u8fed\u4ee3\u7f13\u6162\u4e14\u6613\u53d7\u4e3b\u89c2\u504f\u89c1\u5f71\u54cd\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5c3d\u7ba1\u8d8a\u6765\u8d8a\u591a\u7684 LLMs \u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u88ab\u5f15\u5165\u91d1\u878d\u7814\u7a76\uff0c\u4f46\u4e0d\u5c11\u65b9\u6cd5\u76f4\u63a5\u4ee5\u81ea\u7136\u8bed\u8a00\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\uff0c\u8fd9\u4e0d\u4ec5\u989d\u5916\u5f15\u5165\u4e86\u7531\u5927\u8bed\u8a00\u6a21\u578b\u5e26\u6765\u7684\u51b3\u7b56\u968f\u673a\u6027\uff0c\u8fd8\u7f3a\u4e4f\u53ef\u9a8c\u8bc1\u7684\u56e0\u5b50\u6784\u5efa\u4e0e\u6a21\u578b\u903b\u8f91\uff0c\u96be\u4ee5\u6ee1\u8db3\u5b9e\u76d8\u5e94\u7528\u4e2d\u7684\u786e\u5b9a\u6027\u3001\u53ef\u89e3\u91ca\u6027\u4e0e\u98ce\u63a7\u8981\u6c42\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"285\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-1-1024x285.png\" alt=\"diagram\" class=\"wp-image-1152223\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-1-1024x285.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-1-300x83.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-1-768x214.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-1-1536x427.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-1-240x67.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-1.png 1701w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u81ea\u52a8\u5316\u91cf\u5316\u6295\u8d44\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7ee72024\u5e74\u5f00\u6e90\u7684\u901a\u7528\u81ea\u52a8\u5316\u7814\u53d1\u5de5\u5177&nbsp;<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwMTA3MzM4Nw==&mid=2649501688&idx=1&sn=e93aaa45758c66747a81882ab66124fb&scene=21#wechat_redirect\" rel=\"noopener noreferrer\">R&D-Agent<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;\u4e4b\u540e\uff0c\u8fdb\u4e00\u6b65\u63a8\u51fa\u4e86\u9762\u5411\u91cf\u5316\u91d1\u878d\u9886\u57df\u7684\u4e13\u9879\u7248\u672c R&D-Agent-Quant\uff0c\u7b80\u79f0 R&D-Agent(Q)\u3002\u8be5\u7cfb\u7edf\u4ee5\u9762\u5411\u6570\u636e\u9a71\u52a8\u7684\u7406\u5ff5\u8bbe\u8ba1\u4e86\u591a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u5e76\u56f4\u7ed5\u56e0\u5b50\u6316\u6398\u4e0e\u6a21\u578b\u521b\u65b0\u7684\u8054\u5408\u4f18\u5316\uff0c\u6253\u901a\u4e86\u201c\u5047\u8bbe\u751f\u6210\u2014\u4ee3\u7801\u5b9e\u73b0\u2014\u771f\u5b9e\u56de\u6d4b\u2014\u53cd\u9988\u5206\u6790\u201d\u7684\u5168\u6808\u81ea\u52a8\u5316\u95ed\u73af\uff0c\u5411\u201c\u7528 AI \u9a71\u52a8 AI\u201d\u7684\u667a\u80fd\u5316\u91cf\u5316\u5de5\u5382\u8fc8\u51fa\u5173\u952e\u4e00\u6b65\u3002\u76f8\u5173\u8bba\u6587\u5df2\u88ab NeurIPS 2025 \u63a5\u6536\uff0c\u4ee3\u7801\u4e5f\u5df2\u5728 GitHub \u4e0a\u5f00\u6e90\u3002<\/p>\n\n\n\n<p><em>R&D-Agent \/ R&D-Agent(Q) GitHub \u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/RD-Agent\">https:\/\/github.com\/microsoft\/RD-Agent<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/em><\/p>\n\n\n\n<p><em>R&D-Agent-Quant \u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2505.15155\">https:\/\/arxiv.org\/pdf\/2505.15155<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e94\u5927\u529f\u80fd\u5355\u5143\u4e0e\u4e24\u5927\u573a\u666f-\u8ba9\u91cf\u5316-r-d-\u66f4\u667a\u80fd\">\u4e94\u5927\u529f\u80fd\u5355\u5143\u4e0e\u4e24\u5927\u573a\u666f\uff0c\u8ba9\u91cf\u5316 R&D \u66f4\u667a\u80fd<\/h2>\n\n\n\n<p>\u91cf\u5316\u7814\u53d1\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u6709\u4e09\u4e2a\u3002\u9996\u5148\uff0c<strong>\u81ea\u52a8\u5316\u4e0d\u8db3<\/strong>\u4f7f\u5f97\u4ece\u5047\u8bbe\u751f\u6210\u3001\u7f16\u7801\u5b9e\u73b0\u5230\u8c03\u53c2\u90fd\u4f9d\u8d56\u5927\u91cf\u4eba\u5de5\uff0c\u4e0d\u4ec5\u8fed\u4ee3\u6162\u4e14\u6613\u5f15\u5165\u504f\u5dee\u3002\u5176\u6b21\uff0c\u6700\u65b0\u57fa\u4e8e LLMs \u7684\u7aef\u5230\u7aef\u65b9\u6848\u867d\u81ea\u52a8\u5316\u7a0b\u5ea6\u9ad8\uff0c<strong>\u4f46\u786e\u5b9a\u6027\u53ca\u53ef\u89e3\u91ca\u6027\u5f31<\/strong>\u3002\u90e8\u5206\u57fa\u4e8e LLMs \u7684\u65b9\u6cd5\u76f4\u63a5\u7531\u6587\u672c\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\uff0c\u7f3a\u5c11\u53ef\u843d\u5730\u7684\u56e0\u5b50\u6784\u5efa\u4e0e\u6a21\u578b\u7ed3\u6784\uff0c\u96be\u4ee5\u652f\u6491\u5b9e\u76d8\u8981\u6c42\u3002\u7b2c\u4e09\uff0c<strong>\u4f18\u5316\u6d41\u7a0b\u5272\u88c2<\/strong>\u3002\u5728\u4f20\u7edf\u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u6570\u636e\u5904\u7406\u3001\u56e0\u5b50\u6316\u6398\u3001\u6a21\u578b\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u901a\u5e38\u5206\u6563\u6267\u884c\uff0c\u7f3a\u5c11\u8de8\u9636\u6bb5\u534f\u540c\u4e0e\u53cd\u9988\u878d\u5408\uff0c\u4ece\u800c\u5236\u7ea6\u4e86\u6574\u4f53\u4f18\u5316\u7684\u6548\u679c\u4e0e\u6548\u7387\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0cR&D-Agent(Q) \u5c06\u91cf\u5316\u7814\u53d1\u8fc7\u7a0b\u62c6\u89e3\u4e3a\u4e24\u4e2a\u9636\u6bb5\u2014\u2014\u63a2\u7d22\uff08Research\uff09\u4e0e\u5f00\u53d1\uff08Development\uff09\uff0c\u5e76\u7ec6\u5316\u4e3a\u4e94\u4e2a\u529f\u80fd\u5355\u5143\u3002\u8fd9\u4e9b\u5355\u5143\u5728\u7edf\u4e00\u63a5\u53e3\u4e0b\u5faa\u73af\u8fed\u4ee3\u3001\u9010\u6b65\u8fdb\u5316\uff0c\u6784\u6210\u4e86\u5b8c\u6574\u7684\u667a\u80fd\u5316\u7814\u53d1\u95ed\u73af\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89c4\u8303\u5355\u5143\uff08Specification Unit\uff09\uff1a\u5728\u7406\u8bba\u4e0e\u5de5\u7a0b\u4e24\u4e2a\u7ef4\u5ea6\u7edf\u4e00\u4e0a\u4e0b\u6587\u4e0e\u7ea6\u675f\uff0c\u5e76\u6807\u51c6\u5316\u6570\u636e\u63a5\u53e3\u3001\u8f93\u51fa\u683c\u5f0f\u4e0e\u56de\u6d4b\u73af\u5883\uff08\u4f8b\u5982\u57fa\u4e8e Qlib \u7684\u56de\u6d4b\uff09\uff0c\u4ee5\u964d\u4f4e\u6b67\u4e49\uff0c\u4fdd\u969c\u7ed3\u679c\u7684\u53ef\u590d\u7528\u6027\u3002<\/li>\n\n\n\n<li>\u6784\u601d\u5355\u5143\uff08Synthesis Unit\uff09\uff1a\u57fa\u4e8e\u5386\u53f2\u5b9e\u9a8c\u4e0e\u9886\u57df\u77e5\u8bc6\uff0c\u81ea\u52a8\u751f\u6210\u65b0\u5047\u8bbe\u5e76\u6620\u5c04\u4e3a\u53ef\u6267\u884c\u4efb\u52a1\u3002\u901a\u8fc7\u201c\u60f3\u6cd5\u68ee\u6797\u201d\u673a\u5236\u5728\u201c\u63a2\u7d22\u201d\u4e0e\u201c\u5f00\u53d1\u201d\u4e4b\u95f4\u5b9e\u73b0\u81ea\u9002\u5e94\u5e73\u8861\uff0c\u4e3a\u56e0\u5b50\u6216\u6a21\u578b\u63d0\u4f9b\u53ef\u843d\u5730\u7684\u521b\u65b0\u8def\u5f84\u3002<\/li>\n\n\n\n<li>\u5b9e\u73b0\u5355\u5143\uff08Implementation Unit\uff09\uff1a\u5185\u7f6e\u9762\u5411\u6570\u636e\u4e2d\u5fc3\u4efb\u52a1\u7684\u4ee3\u7801\u667a\u80fd\u4f53 Co-STEER\u3002\u901a\u8fc7\u4efb\u52a1\u4f9d\u8d56 DAG\u3001\u5f15\u5bfc\u5f0f\u63a8\u7406\u4e0e\u53ef\u8fc1\u79fb\u77e5\u8bc6\u5e93\uff0c\u652f\u6301\u590d\u6742\u4efb\u52a1\u7684\u6b63\u786e\u5b9e\u73b0\u4e0e\u9ad8\u6548\u4fee\u590d\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u5347\u5f00\u53d1\u7684\u6210\u529f\u7387\u3002<\/li>\n\n\n\n<li>\u9a8c\u8bc1\u5355\u5143\uff08Validation Unit\uff09\uff1a\u7edf\u4e00\u56e0\u5b50\u4e0e\u6a21\u578b\u7684\u8bc4\u6d4b\u6d41\u7a0b\u3002\u5bf9\u65b0\u56e0\u5b50\u5148\u884c\u53bb\u91cd\uff08\u4e0e\u73b0\u6709\u6700\u4f18\u56e0\u5b50\u5e93\u8ba1\u7b97\u76f8\u4f3c\u6027\uff0c\u4ec5\u4fdd\u7559\u4e0e\u73b0\u6709\u56e0\u5b50\u90fd\u4e0d\u76f8\u4f3c\u7684\u5f3a\u56e0\u5b50\uff09\uff0c\u518d\u4e0e\u5f53\u524d\u6700\u4f18\u6a21\u578b\u7ec4\u5408\u8fdb\u884c\u771f\u5b9e\u56de\u6d4b\uff1b\u6a21\u578b\u8bc4\u6d4b\u5219\u76f8\u5e94\u5730\u4e0e\u5f53\u524d\u6700\u4f18\u56e0\u5b50\u5e93\u7ec4\u5408\u8bc4\u6d4b\u3002<\/li>\n\n\n\n<li>\u5206\u6790\u5355\u5143\uff08Analysis Unit\uff09\uff1a\u5bf9\u6bcf\u8f6e\u5b9e\u9a8c\u8fdb\u884c\u591a\u7ef4\u8bca\u65ad\uff0c\u66f4\u65b0\u6700\u4f18\u96c6\u5408\uff0c\u5e76\u751f\u6210\u6709\u9488\u5bf9\u6027\u7684\u4f18\u5316\u5efa\u8bae\u3002\u7cfb\u7edf\u5185\u7f6e\u57fa\u4e8e\u7ebf\u6027 Thompson \u91c7\u6837\u7684\u4e0a\u4e0b\u6587\u591a\u81c2\u8001\u864e\u673a\u8c03\u5ea6\u5668\uff0c\u80fd\u591f\u81ea\u9002\u5e94\u51b3\u5b9a\u4e0b\u4e00\u8f6e\u4f18\u5148\u4f18\u5316\u201c\u56e0\u5b50\u201d\u8fd8\u662f\u201c\u6a21\u578b\u201d\uff0c\u5728\u6709\u9650\u7b97\u529b\u4e0b\u6700\u5927\u5316\u6574\u4f53\u589e\u76ca\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"975\" height=\"739\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-2.png\" alt=\"graphical user interface, application\" class=\"wp-image-1152224\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-2.png 975w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-2-300x227.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-2-768x582.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-2-80x60.png 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-2-237x180.png 237w\" sizes=\"auto, (max-width: 975px) 100vw, 975px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aR&D-Agent(Q) \u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u8bbe\u8ba1\u7406\u5ff5\uff0cR&D-Agent(Q) \u5df2\u7ecf\u5c55\u73b0\u51fa\u591a\u4e2a\u9762\u5411\u91cf\u5316\u7814\u7a76\u7684\u5178\u578b\u5e94\u7528\u80fd\u529b\u3002\u5b83\u80fd\u591f\u81ea\u52a8\u5316\u6784\u5efa\u201c\u56e0\u5b50\u5de5\u5382\u201d\uff0c\u4ece\u6587\u732e\u3001\u62a5\u544a\u77e5\u8bc6\u4e0e\u5386\u53f2\u53cd\u9988\u4e2d\u751f\u6210\u3001\u7b5b\u9009\u3001\u7ec4\u5408\u65b0\u56e0\u5b50\uff0c\u8fdb\u884c\u81ea\u52a8\u53bb\u91cd\u4e0e\u6709\u6548\u6027\u6821\u9a8c\u3002\u5b83\u8fd8\u53ef\u4ee5\u5728\u7edf\u4e00\u89c4\u683c\u4e0b\u81ea\u52a8\u6784\u9020\u53ef\u89e3\u91ca\u7684\u6a21\u578b\u7ed3\u6784\u4e0e\u8bad\u7ec3\u63a8\u65ad\u6d41\u7a0b\uff0c\u5e76\u8fdb\u884c\u56de\u6d4b\u4e0e\u98ce\u9669\u8bc4\u4f30\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u56e0\u5b50\u2013\u6a21\u578b\u8054\u5408\u4f18\u5316\u673a\u5236\uff0cR&D-Agent(Q) \u80fd\u591f\u52a8\u6001\u8c03\u6574\u4f18\u5316\u65b9\u5411\uff0c\u5728\u9884\u6d4b\u51c6\u786e\u7387\u4e0e\u7b56\u7565\u7a33\u5065\u6027\u4e4b\u95f4\u53d6\u5f97\u66f4\u597d\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"470\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-3-1024x470.png\" alt=\"R&D-Agent(Q) \u6d41\u7a0b\u56fe\" class=\"wp-image-1152225\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-3-1024x470.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-3-300x138.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-3-768x353.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-3-240x110.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-3.png 1515w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aR&D-Agent(Q) \u6d41\u7a0b\u56fe<\/figcaption><\/figure>\n\n\n\n<p>R&D-Agent(Q) \u8fd9\u4e00\u7cfb\u5217\u529f\u80fd\u80cc\u540e\uff0c\u51dd\u805a\u4e86\u591a\u9879\u5173\u952e\u6280\u672f\u521b\u65b0\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7aef\u5230\u7aef\u81ea\u52a8\u5316\u4e0e\u53ef\u89e3\u91ca\u6027\uff1a\u7cfb\u7edf\u5728\u7edf\u4e00\u7684\u8f93\u5165\u8f93\u51fa\u534f\u8bae\u4e0b\uff0c\u5047\u8bbe\u3001\u4ee3\u7801\u4e0e\u56de\u6d4b\u7ed3\u679c\u5168\u6d41\u7a0b\u7559\u75d5\uff0c\u964d\u4f4e\u4e86\u5e7b\u89c9\u98ce\u9669\u3002<\/li>\n\n\n\n<li>Co-STEER \u5f00\u53d1\u667a\u80fd\u4f53\uff1a\u9762\u5411\u6570\u636e\u4e2d\u5fc3\u4efb\u52a1\u7684\u4ee3\u7801\u751f\u6210\u4e0e\u4fee\u590d\uff0c\u5229\u7528 DAG \u4f9d\u8d56\u6392\u5e8f\u3001\u53ef\u8fc1\u79fb\u77e5\u8bc6\u5e93\u4e0e\u8fed\u4ee3\u53cd\u9988\uff0c\u63d0\u5347\u4e86\u4ee3\u7801\u751f\u6210\u7684\u51c6\u786e\u5ea6\uff0c\u4f7f\u590d\u6742\u4efb\u52a1\u4e5f\u80fd\u5feb\u901f\u6536\u655b\u3002<\/li>\n\n\n\n<li>\u56e0\u5b50\u2013\u6a21\u578b\u534f\u540c\u4f18\u5316\uff1a\u9a8c\u8bc1\u5355\u5143\u63d0\u4f9b\u5bf9\u79f0\u8bc4\u4f30\uff0c\u5206\u6790\u5355\u5143\u4ee5\u591a\u81c2\u8001\u864e\u673a\u81ea\u9002\u5e94\u51b3\u7b56\u4f18\u5316\u65b9\u5411\uff0c\u5b9e\u73b0\u4e86\u63a2\u7d22\u2013\u5229\u7528\u7684\u52a8\u6001\u5e73\u8861\uff0c\u5728\u6709\u9650\u7b97\u529b\u4e0b\u83b7\u5f97\u6700\u4f18\u6536\u76ca\u3002<\/li>\n\n\n\n<li>\u771f\u5b9e\u53ef\u590d\u73b0\u7684\u8bc4\u6d4b\u4e0e\u843d\u5730\uff1a\u7cfb\u7edf\u96c6\u6210\u4e86 Qlib \u56de\u6d4b\u73af\u5883\u3001\u7edf\u4e00\u56e0\u5b50\u9884\u6d4b\u6307\u6807\uff08IC\u3001ICIR\u3001Rank IC \u7b49\uff09\u4e0e\u7b56\u7565\u6307\u6807\uff08ARR\u3001IR\u3001MDD\u3001Calmar \u7b49\uff09\uff0c\u786e\u4fdd\u8bc4\u6d4b\u8fc7\u7a0b\u771f\u5b9e\u53ef\u590d\u73b0\u3001\u7ed3\u679c\u53ef\u5bf9\u6bd4\uff0c\u5f3a\u5316\u4e86\u6574\u4f53\u5de5\u7a0b\u7684\u53ef\u4fe1\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b9e\u8bc1\u7ed3\u679c\">\u5b9e\u8bc1\u7ed3\u679c<\/h2>\n\n\n\n<p>\u5728\u57fa\u4e8e A \u80a1\u6caa\u6df1300\u6570\u636e\u96c6\u7684\u5b9e\u9a8c\u4e2d\uff0cR&D-Agent(Q) \u5c55\u73b0\u51fa\u4e86\u5728\u6548\u7387\u3001\u7a33\u5065\u6027\u4e0e\u6536\u76ca\u8868\u73b0\u65b9\u9762\u7684\u663e\u8457\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u5728\u4ec5\u4f18\u5316\u56e0\u5b50\u7ef4\u5ea6\u7684\u5b9e\u9a8c\u4e2d\uff0cR&D-Factor \u5728\u56fa\u5b9a\u6a21\u578b\u7684\u6761\u4ef6\u4e0b\uff0c\u901a\u8fc7\u52a8\u6001\u7b5b\u9009\u4e0e\u53bb\u5197\u4f59\u673a\u5236\uff0c\u5b9e\u73b0\u4e86\u66f4\u9ad8\u6548\u7684\u56e0\u5b50\u7ba1\u7406\u3002\u4e0e\u4f20\u7edf\u56e0\u5b50\u5e93\u76f8\u6bd4\uff0c\u5b83\u4f7f\u7528\u7684\u56e0\u5b50\u6570\u91cf\u51cf\u5c11\u4e8670%\u4ee5\u4e0a\uff0c\u4f46\u540c\u65f6\u63d0\u5347\u4e86\u4fe1\u606f\u7cfb\u6570\uff08IC\uff09\u548c\u5e74\u5316\u6536\u76ca\u7387\uff08ARR\uff09\uff0c\u8bc1\u660e\u4e86 R&D-Agent(Q) \u5728\u56e0\u5b50\u6316\u6398\u4e0e\u7b5b\u9009\u73af\u8282\u7684\u667a\u80fd\u5316\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"765\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-4-1024x765.png\" alt=\"chart\" class=\"wp-image-1152226\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-4-1024x765.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-4-300x224.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-4-768x574.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-4-80x60.png 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-4-240x180.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-4.png 1525w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aR&D-Factor \u5b9e\u73b0\u7684\u56e0\u5b50\u96c6\u8d85\u8d8a\u4e86\u4eba\u5de5\u5b9e\u73b0\u7684\u56e0\u5b50\u96c6\uff0c\u4e14\u878d\u5408\u540e\u53ef\u4ee5\u83b7\u5f97\u6700\u4f18\u7684\u6027\u80fd<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u4ec5\u4f18\u5316\u6a21\u578b\u7ef4\u5ea6\u7684\u5b9e\u9a8c\u4e2d\uff0cR&D-Model \u5728\u56fa\u5b9a\u56e0\u5b50\u96c6\uff08\u5982 Alpha 20\uff09\u4e0b\uff0c\u53d6\u5f97\u4e86\u66f4\u4f18\u7684 Rank IC \u548c\u66f4\u4f4e\u7684\u6700\u5927\u56de\u64a4\u8868\u73b0\u3002\u4e0e\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u53ca\u901a\u7528\u65f6\u5e8f\u6df1\u5ea6\u6a21\u578b\u76f8\u6bd4\uff0c\u8be5\u7cfb\u7edf\u5c55\u73b0\u51fa\u4e86\u66f4\u5f3a\u7684\u7a33\u5065\u6027\u4e0e\u98ce\u9669\u654f\u611f\u5ea6\uff0c\u80fd\u591f\u5728\u6ce2\u52a8\u5e02\u573a\u4e2d\u4fdd\u6301\u7a33\u5b9a\u6536\u76ca\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"689\" height=\"467\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-5.png\" alt=\"chart, bubble chart\" class=\"wp-image-1152227\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-5.png 689w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-5-300x203.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-5-240x163.png 240w\" sizes=\"auto, (max-width: 689px) 100vw, 689px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aR&D-Model \u5b9e\u73b0\u7684\u6a21\u578b\u5728\u6027\u80fd\u4ee5\u53ca\u6548\u7387\u4e0a\u5747\u8d85\u8d8a\u5df2\u6709\u6a21\u578b<\/figcaption><\/figure>\n\n\n\n<p>\u5f53\u201c\u56e0\u5b50-\u6a21\u578b\u201d\u8054\u5408\u4f18\u5316\u65f6\uff0cR&D-Agent(Q) \u5728\u7efc\u5408\u6307\u6807\u4e0a\u53d6\u5f97\u4e86\u6700\u4f18\u8868\u73b0\u3002\u5728\u90e8\u5206\u5b9e\u9a8c\u8bbe\u7f6e\u4e0b\uff0c\u5176 IC \u8fbe\u5230\u7ea60.0532\uff0cARR\u7ea6\u4e3a14.21%\uff0c\u4fe1\u606f\u6bd4\u7387\uff08IR\uff09\u8fbe\u5230\u7ea61.74\uff0c\u5747\u660e\u663e\u4f18\u4e8e\u591a\u79cd\u5f3a\u57fa\u7ebf\u65b9\u6cd5\uff0c\u5145\u5206\u9a8c\u8bc1\u4e86\u201c\u56e0\u5b50\u2013\u6a21\u578b\u534f\u540c\u4f18\u5316\u201d\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"806\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-6-1024x806.png\" alt=\"table\" class=\"wp-image-1152228\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-6-1024x806.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-6-300x236.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-6-768x605.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-6-229x180.png 229w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-6.png 1292w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1aR&D-Agent(Q) \u4e0e\u73b0\u6709\u7684\u56e0\u5b50\u548c\u6a21\u578b\u5bf9\u6bd4\u5b9e\u9a8c\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"632\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-7-1024x632.png\" alt=\"table\" class=\"wp-image-1152229\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-7-1024x632.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-7-300x185.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-7-768x474.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-7-240x148.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-7.png 1279w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88682\uff1a\u4e0d\u540c\u5e02\u573a\u548c\u6837\u672c\u5916\u65f6\u95f4\u4e0a\uff0cR&D-Agent(Q) \u5747\u5c55\u73b0\u4e86\u8f83\u5f3a\u7684\u9c81\u68d2\u6027<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u6210\u672c\u4e0e\u7b97\u529b\u65b9\u9762\uff0cR&D-Agent(Q) \u540c\u6837\u5c55\u73b0\u51fa\u9ad8\u6548\u4e0e\u9c81\u68d2\u7684\u7279\u6027\u3002\u5728\u8bba\u6587\u8bbe\u5b9a\u6761\u4ef6\u4e0b\uff0c\u5176\u7aef\u5230\u7aef\u5b9e\u9a8c\u6210\u672c\u4f4e\u4e8e10\u7f8e\u5143\uff0c\u5e76\u5728\u4e0d\u540c\u7684\u5927\u8bed\u8a00\u6a21\u578b\u540e\u7aef\u4e0a\u5747\u4fdd\u6301\u4e86\u7a33\u5b9a\u7684\u6027\u80fd\u8868\u73b0\uff0c\u4e3a\u667a\u80fd\u5316\u91cf\u5316\u7814\u7a76\u7684\u5b9e\u9645\u843d\u5730\u63d0\u4f9b\u4e86\u53ef\u884c\u8def\u5f84\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"434\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-8-1024x434.png\" alt=\"chart, bar chart\" class=\"wp-image-1152230\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-8-1024x434.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-8-300x127.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-8-768x326.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-8-240x102.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/rd-agent-quant-8.png 1333w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aR&D-Agent(Q) \u6210\u672c\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u76f8\u5173\u94fe\u63a5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>R&D-Agent \/ R&D-Agent(Q) \u00a0GitHub \u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/RD-Agent\">https:\/\/github.com\/microsoft\/RD-Agent<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>R&D-Agent-Quant \u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2505.15155v1\">https:\/\/arxiv.org\/pdf\/2505.15155v1<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>\u91cf\u5316\u56de\u6d4b\u5f15\u64ce Qlib GitHub\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/qlib\">https:\/\/github.com\/microsoft\/qlib<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u91cf\u5316\u6295\u8d44\u6b63\u8fce\u6765\u7531\u4eba\u5de5\u8d70\u5411\u667a\u80fd\u7684\u6df1\u523b\u53d8\u9769\u3002\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u91d1\u878d\u7814\u7a76\u4e2d\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u5982\u4f55\u8ba9 AI \u771f\u6b63\u878d\u5165\u91cf\u5316\u6295\u7814\u6d41\u7a0b\u3001\u5b9e\u73b0\u4ece\u5047\u8bbe\u751f\u6210\u5230\u7b56\u7565\u56de\u6d4b\u7684\u5168\u94fe\u8def\u81ea\u52a8\u5316\uff0c\u6210\u4e3a\u5b66\u672f\u754c\u4e0e\u4ea7\u4e1a\u754c\u5171\u540c\u5173\u6ce8\u7684\u524d\u6cbf\u95ee\u9898\u3002 \u7ee7\u5f00\u6e90\u901a\u7528\u81ea\u52a8\u5316\u7814\u53d1\u6846\u67b6 R&D-Agent \u4e4b\u540e\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8fdb\u4e00\u6b65\u63a8\u51fa\u9762\u5411\u91cf\u5316\u91d1\u878d\u9886\u57df\u7684\u4e13\u9879\u7248\u672c 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